← Learning Paradigms
Artificial Intelligence › Learning Paradigms ›

Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Meta-Learning for Few-Shot Named Entity Recognition ACL 2021
Semi-supervised Meta-learning for Cross-domain Few-shot Intent Classification ACL 2021
Continuous Coordination As a Realistic Scenario for Lifelong Learning ICML 2021
AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation IJCNLP 2021
Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification ICML 2021
A large-scale benchmark for few-shot program induction and synthesis ICML 2021
GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning ICML 2021
Demonstration-Conditioned Reinforcement Learning for Few-Shot Imitation ICML 2021
Class-Wise Metric Scaling for Improved Few-Shot Classification WACV 2021
Towards Contextual Learning in Few-Shot Object Classification WACV 2021
AdarGCN: Adaptive Aggregation GCN for Few-Shot Learning WACV 2021
Predictive Complexity Priors AISTATS 2021
When MAML Can Adapt Fast and How to Assist When It Cannot AISTATS 2021
Latent Derivative Bayesian Last Layer Networks AISTATS 2021
Fisher Auto-Encoders AISTATS 2021
Few-Shot Question Answering by Pretraining Span Selection IJCNLP 2021
A Systematic Investigation of KB-Text Embedding Alignment at Scale IJCNLP 2021
Multi-Pair Text Style Transfer for Unbalanced Data via Task-Adaptive Meta-Learning IJCNLP 2021
Unsupervised Pronoun Resolution via Masked Noun-Phrase Prediction IJCNLP 2021
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters IJCNLP 2021
UoB_UK at SemEval 2021 Task 2: Zero-Shot and Few-Shot Learning for Multi-lingual and Cross-lingual Word Sense Disambiguation. IJCNLP 2021
Meta-learning for Classifying Previously Unseen Data Source into Previously Unseen Emotional Categories IJCNLP 2021
On the cross-lingual transferability of multilingual prototypical models across NLU tasks IJCNLP 2021
Entity Concept-enhanced Few-shot Relation Extraction IJCNLP 2021
Multi-Label Few-Shot Learning for Aspect Category Detection IJCNLP 2021